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PowerShell Classification - Life, Learning, and Self-Discovery
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- 1 Introduction
- 2 Who am I
- 3 Audience
- 4 Agenda
- 5 What is PowerShell
- 6 Why is PowerShell important
- 7 Exploit frameworks
- 8 PowerShell is extremely flexible
- 9 PowerShell is important to miner
- 10 Querying PowerShell logs
- 11 PowerShell logs
- 12 References
- 13 Analyzing PowerShell Data
- 14 Evasion Tactics
- 15 Special Characters
- 16 Cosine Similarity
- 17 HighLevel Features
- 18 Machine Learning
- 19 Documentation
- 20 Raw Events
- 21 Transformation
- 22 Sample Event
- 23 Algorithm Evaluation
- 24 Results
- 25 Accuracy
- 26 Precision
- 27 Random Force
- 28 Lessons Learned
- 29 Overfitting
- 30 Normalized Data
- 31 Get More Data
- 32 Measure Your Performance
- 33 Code Names Stick Around
- 34 Detection Efficacy
- 35 RealTime Pipeline
- 36 Merging work
- 37 Data set
- 38 Questions
